{"id":"W4407622229","doi":"10.21203/rs.3.rs-6019878/v1","title":"The Service Needs Index: A Tool to Quantify Complexity and Identify Treatment Needs in Youth Mental Health Services","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Servier; Eli Lilly and Company","keywords":"Mental health; Index (typography); Mental health service; Service (business); Psychology; Business; Applied psychology; Computer science; Psychiatry; Marketing; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003023125,0.0006074416,0.0006349649,0.01015985,0.0005986802,0.001698302,0.0006523684,0.0005306797,0.01806706],"category_scores_gemma":[0.02314642,0.0003312107,0.001247521,0.00500676,0.0002659642,0.002638454,0.002171321,0.0008370883,0.002268727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359358,"about_ca_system_score_gemma":0.001556114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004050191,"about_ca_topic_score_gemma":0.006523302,"domain_scores_codex":[0.9979851,0.000402308,0.0003512492,0.0001033847,0.0009979407,0.0001600425],"domain_scores_gemma":[0.9898952,0.005612281,0.001586468,0.0003934439,0.001784452,0.0007281789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001012273,0.0006112251,0.5886002,0.0007251931,0.0004562492,0.0001934842,0.00238967,0.002397175,0.00178268,0.007879408,0.05362869,0.3403239],"study_design_scores_gemma":[0.0001876592,0.0004990743,0.8966396,0.0003085935,0.0002773764,0.0006936002,0.00359093,0.02683665,0.003072184,0.01312228,0.05463113,0.0001409923],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8106897,0.0007428253,0.05621456,0.001368771,0.0001855153,0.002419821,0.07310551,0.002782194,0.05249099],"genre_scores_gemma":[0.7920756,0.0005040907,0.1534504,0.0002116427,0.0001262795,0.004502784,0.03822586,0.0005049366,0.01039838],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01806706,"threshold_uncertainty_score":0.06044036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1971256297121652,"score_gpt":0.5171622788260255,"score_spread":0.3200366491138603,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}